ISSN: 2277 – 9043
International Journal of Advanced Research in Computer Science and Electronics Engineering (IJARCSEE)
VOLUME 8, ISSUE 11, NOVEMBER 2019
All Rights Reserved © 2019 IJARCSEE
50
Literature Review on the Diabetic Retinopathy in
Retinal Images
Abstract— Diabetes is one of the most harmful disease of our
age and that’s because of the fast and unhealthy pace of our
lives. Numbers are still rising and the number of people getting
diabetes is increasing around the world, one of the most
recognizable side effects of Diabetes is Diabetic Retinopathy that
might lead to total loss of sight in the diabetic patients and that’s
if it is not detected and medicated early, for the importance of
early detection of this disease there is a great effort in the
literature to early detect Diabetic Retinopathy, a literature review
is introduced in this report to cover the different aspects of
retinopathy and its detection methods. In this review we try to
cover a great part of the literature and our review based on two
parts: the first part about the detection of the lesions of the
Diabetic Retinopathy including hemorrhages, microaneurysm
and exudates. The second part is about the measuring of
different severity level of diabetic retinopathy and its detection
and classification systems.
Keywords—Diabetic retinopathy, Medical Images, Retinal
images, Feature extraction, Segmentation.
I. INTRODUCTION
Diabetes which is scientifically known as diabetes
mellitus (DM) is a disease usually caused by a deficiency at
the pancreas that leads to low level of the insulin production
which is the hormone responsible of maintaining the sugar
level in the blood. The lack of the insulin production will
definitely results in the increase of the glucose
concentration in the blood, which leads to the damage in
multiple organs of the human body , specifically in the
vessels and nerves specially retinal vessels [1] .
According to the ADA (American Diabetes
Association) , more than 25.8 million of the adults and
children which utilize 8.3% of the population in the United
States diabetes patients [1] , And these numbers will keep
increasing because of the changing life style and the reduced
physical activity. The study in [3] was conducted on 91
countries around the world predicted a jump in the numbers
of adults with diabetes
reaching a rate of 69% in developing countries and a rate of
20% in developed countries in the next few years .
Diabetes is a silent disease the detection is related to the
appearance of the multiple primary and secondary
symptoms , and without the full conscious of the patient the
disease will cause more damage to the retinal vessels
causing defection to the eyes and leading in some cases to
the total loss of sight .
One of the famous side effects of diabetes is the
diabetes retinopathy or Diabetic Retinopathy (DR) that can
causes severe eyes damage and blindness for diabetic people,
commonly DR is resulted from long-term diabetes,
Diabetic Retinopathy comes usually as result of the leakage
of proteins and other fluids from retina vessels which
causes the formation of exudates on the surface of the retina
that leads to vision impairment. Researchers have shown
that the chance of contracting a diabetic retinopathy rise in
in a person with more than 10 years of diabetes in 80% [4].
Nowadays this health burden affects the life of more than
100 million people worldwide , a study conducted
between1990 and 2010 estimates that DR-related blindness
and vision problems increased by 64% and 27% ,
respectively [5].
Diabetic Retinopathy (DR) considers as very dangerous
eye disease because people with diabetic retinopathy might
not feel any symptoms in the beginning of the disease, the
patient will not feel any symptoms until a serious damage
happened to the retina, these symptoms includes: vision
Blurring , nighttime seeing difficulties , blood vessels
swelling in the eye, fluid leakage , growing abnormal blood
vessels on the retina’s surface. As the problem getting
worse , a new blood vessel grows on the retina which blurs
the vision. Unfortunately, the damage to the retina happened
to be in the two eyes, so the vision is changed gradually in
the diabetic patients. In Fig 1 the difference between the
vision of a patient with diabetic retinopathy and a vision of
normal individual is shown .
Mona N.Alsaleem
2
Mohamed A. Berbar
1
437204273@student.ksu.edu.sa m_berbar@el-eng.menofia.edu.eg
Faculty of Electronic Engineering, Menoufia University, Menouf 32952, Egypt.
1
King Saud University, Riyadh 11543, Saudi Arabia.
2